Publications

Renato G. Nascimento, Felipe A. C. Viana, Matteo Corbetta, Chetan S. Kulkarni (2021). Hybrid physics-informed neural networks for lithium-ion battery modeling and prognosis. Journal of Power Sources.

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Renato G. Nascimento, Felipe A. C. Viana, Matteo Corbetta, Chetan S. Kulkarni (2021). Usage-based Lifing of Lithium-Ion Battery with Hybrid Physics-Informed Neural Networks. AIAA AVIATION 2021 FORUM.

Kajetan Fricke, Renato G. Nascimento, Felipe A. C. Viana (2021). Quadcopter Soft Vertical Landing Control with Hybrid Physics-informed Machine Learning. AIAA SciTech Forum.

Felipe A. C. Viana, Renato G. Nascimento, Arinan Dourado, Yigit Yucesan (2020). Estimating model inadequacy in ordinary differential equations with physics-informed neural networks. Computers & Structures.

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Andre V. Zuben, Renato G. Nascimento, Felipe A. C. Viana (2020). Visualizing corrosion in automobiles using generative adversarial networks. Annual Conference of the PHM Society.

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Renato G. Nascimento, Kajetan Fricke, Felipe A. C. Viana (2020). A tutorial on solving ordinary differential equations using Python and hybrid physics-informed neural network. Engineering Applications of Artificial Intelligence Journal.

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Renato G. Nascimento, Felipe A. C. Viana (2020). Cumulative Damage Modeling with Recurrent Neural Networks. AIAA Journal.

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Renato G. Nascimento, Felipe A. C. Viana (2020). Satellite Image Classification and Segmentation with Transfer Learning. AIAA SciTech Forum.

Renato G. Nascimento, Kajetan Fricke, Felipe A. C. Viana (2020). Quadcopter Control Optimization through Machine Learning. AIAA SciTech Forum.

Renato G. Nascimento, Felipe A. C. Viana (2019). Fleet prognosis with physics-informed recurrent neural networks. The 12th International Workshop on Structural Health Monitoring.